Design of All‐Optical Bidirectional Self‐Powered Synaptic Devices for Neuromorphic Computing Applications

神经形态工程学 抑制性突触后电位 长时程增强 兴奋性突触后电位 材料科学 钙钛矿(结构) 机制(生物学) 甲脒 突触重量 光电子学 神经科学 计算机科学 化学 人工神经网络 物理 人工智能 心理学 量子力学 生物化学 受体 结晶学
作者
Wen Huang,Jiawei Tang,Biao Li,Xin Zhang,Zhengjian Lin,Huixing Zhang,Pengjie Hang,Xuegong Yu,Xing’ao Li,Lei Wang
出处
期刊:Small [Wiley]
卷期号:21 (34): e2505327-e2505327 被引量:5
标识
DOI:10.1002/smll.202505327
摘要

Self-powered optoelectronic synaptic devices have garnered significant attention due to their ultra-low energy consumption and self-rectification properties. However, the mechanism of mimicking their inhibitory behaviors remains unclear, presenting a challenge in attempting to realize optically inhibitory behaviors. This study fabricates formamidinium lead iodide perovskite-based synaptic devices that exhibit self-powered-optical potentiation and electrical inhibition behaviors. The mechanism underlying the inhibitory behaviors is argued to be the defect trap at room temperature and iodine ion migration at lower temperatures. Considering the optical potentiation behaviors and inhibitory mechanism clarified here, ethanediamine dihydroiodide is incorporated into the perovskite layer to regulate the synaptic behaviors. Impressively, this additive results in a shift of the self-powered-optical potentiation to its inhibition. First-principles calculations reveal that an increase of iodide vacancy formation energies facilitates this transformation by possibly modulating the carrier trap and ion migration behaviors. Additionally, the optically excitatory and optically inhibitory synaptic behaviors of the integrated systems with and without EDADI are exploited to implement MINIST and CIFAR-10 recognition tasks and achieve the high recognition rates of 97.95% and 77.36%, respectively. This work significantly advances the understanding of mimicking self-powered optically inhibitory synaptic behaviors and contributes to the development of all-optical bidirectional self-powered neuromorphic computing systems.
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